{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.8.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import poppy\n",
    "poppy.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "airy_osys = poppy.OpticalSystem()\n",
    "airy_pupil = poppy.CircularAperture(radius=3, pad_factor=4)\n",
    "airy_osys.add_pupil(airy_pupil)\n",
    "airy_osys.add_detector(pixelscale=0.010, fov_arcsec=5.0)\n",
    "airy_psf = airy_osys.calc_psf(2e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XwkXAv4jIQn9gfAy4SFV31Lh/zuNkPzoROdw/ozFx0MXO3SM/wKLZ93Ph9cHS9luA14rIeH8Qv20njlEL5f//U28+/j//Cfb/Ge9vPW/K9r0UOMDv2zH+OVxE9h2ittbDJGCNqm71B9/JNexzLWZ9+CS1i9yKiMh0H6nwBeDjqrrON30fuzef4aPLDsNibL5fpaqLgNNF5CB/4/04ZvnL35DfIyJTRWQ+5mqpVFfV/5Wq9mCdz+dFZLY/2J8vImMwH7yKSLnjyZmEubmeFJFnUoyQwOt+gr4dV86FwEki8jz/LZyLuWo2+/YvYPE3b8dGLn4p2/db2Bv5VBHZH/udXODbfgQcIiInueXpg1gHvGyI90VExvp+AJ3Zd7yfmubP+pdjAdIV8y+59e2tmLX0gSplno+NorrTl+eJyBzvC5+HudM+5MUfx0TomX783TERcavve1T63/tv/t8xi11ZhJ+Wn2+Vdk0RkVdho4EuUNW7fdM3gNf5PT3G2/dbVd2EubHHisgbvP1zgNdn7ZuDie6PYoMtnq6qr1PVn/q9Vj/9+WH85eRBMn9mtn437G3lQYpxwRcBc337sdQQXIopuzS+eQN2sY+uVEe5LdiP50PZ8tuBK6scZyF9fYRHY7lH1vvf3L95NSUfaIU6lRrzeGA30v7+fSIWA7ARU4+npbr6ux6+7/kU473TqJYLS8cahwUAPkoR8Z78+sdiJsZzMD/4w5T8iVhnuAH4Zmn9W4Bbs+U8HqADE1l/wd5MvkURs9Lh98hRvjxQjMfR2JvXOixG4yWYrznlavg2HqOCmQcvy/Ytj+J4KhjRl8/BHgSVRrXMxALpNvq5nUvvEQr3UsQNVIrxyI/7PTJfLDZK4gr/Pgkbir4Ru6ffUmpHGvqWRrV8Go8h8O3P9O2r/V74NWYmHvB6lP6ffXyx9I3xyM9/P6C7VP4xPHAacyM87Od1KeZHvqDS/7hUx4cwK8+CbF09waVp9MYazOd8cmmfDmwU1zK/pneWz7tCm96FmZLX+LnMLR3zH/x/9wQWmFdtVEt//6sJ2G9zBUVuiBRL8THsd7QOOLRC+16I3Y+bsNiCj5aO+y6KUVOvqXKOb/b/15PYC8buvv412O84jQqahHXA6d4fjz37N/oxyrk4/hoLdt1C31wcQ7nvcv/f5J95vu0U7Fm4GRuQkPcj5fso/e7yMtdSjLTbhD2fzi79Px7y+u8BTim17Tn+/13n/9fvU8R/HIdZJNI9/Bv6xqgc49v75OChdx6P9ViQ+5mU4uEwd9MKrG+5BL+ns+fZEt//McyilmI5J+P3bC0faojxEC8Y7AQishV7cz1PVd/f7PbUglhWzwtVdd4A5e4D/l5Vr+yvXDD0iMhnsE7g9AELtyAi8jbgNFU9ttltGSzuF3+dqr6k2W0Jgl2JW96ux16e/15Vq1owR++yVrUhqjpu4FKth4i8FnsDuKrZbRmJuBm5A/PhH4HlvjitqY0aIkRkApa/4bPNbkuDOIAq5vkgaGfU3Do1BZoO67lagl2PiFyNjR55l+5cfEYweCZjcR5PYu7LT6jqoGOPhhvua1+FmfurxVu0DCLyU8xs3i4iasgRkRNE5F4RWSYi762w/a9E5GYR6RaR1zWjjUHjCVdLEARBsMvxIM4/YSNDlmPxbKeo6l1ZmYWYEH83cKmqXrzrWxo0mnC1BEEQBM3gcCwB2P0APlTzRCx5FwCq+qBvC+trGxHCIxg2iEiY34JgiFFVGbhUdU444QRdvbq2+R2XLl16JzYaJLFYVdPkZXPpnYhtORbTFLQ5ITyCIAiCmlm9ejVLliypqayIbFXVQ6ttrrAuXj5GABFcGgRBENSBwo7u2j4wRUQWi8grK1S0nN4ZYOdROQNs0GaExSMIgiCoHVXo3jpwOWO9qlab8+MmYB+xOUhWYJlu39iAFgbDnLB4BEEQBHXQGIuHqnZj2TR/gU0T/wNVvVNEzvW034jIYSKyHEvh/VURqWlulmB4E8Npg2FDBJcGwdAz2ODSQ59ziC65traExrLbzKX9xHgEI5SweARBEAR10LAYj2CEEjEeQRAEQe2oJlFRC/3FeAQjlLB4BEEQBPURFo9gEITFIwiCIKgd3dGoUS3BCCWERxAEQVAHdblagqAP4WoJgiAIakcjuDQYHGHxCIIgCOojgkuDQRDCIwiCIKid+ka1BEEfQngEQRAEdVBXcGkQ9CFiPIIgCILaiRiPYJCExSMIgiCoj4jxCAZBCI8gCIKgdiLGIxgkITyCIAiCOgjhEQyOiPEIhgQReZqI/EZE7haRO0XkH5vdpiAIGkHEeASDIywewVDRDfw/Vb1ZRCYBS0XkV6p6V7MbFgTBIFCNlOnBoAjhEQwJqvoo8Kh/3ygidwNzgRAeQdDKRIxHMEhCeARDjogsBJ4N/KHCtjOAeCMKgpYhhEcwOEJ4BEOKiEwEfgT8k6puKG9X1cXAYi+ru7h5QRDUTQiPYHCE8AiGDBEZg4mO76jqj5vdniAIGkC4WoJBEsIjGBJERICvA3er6meb3Z4gCBpEfcGlQdCHGE4bDBXPB94MHCcit/jnZc1uVBAEgyWG0waDIywewZCgqtcC0ux2BEHQaOpytcRw2qAPITyCIAiC2okYj2CQhPAIgiAI6iCERzA4QngEQRAEtaOE8AgGRQiPIAiCoA52xKiWYFCE8AiCIAhqJ2I8gkESw2mDIAiCOqhrOG2/iMgJInKviCwTkfdW2D5WRL7v2//g0y8gItN99utNIvLFhp9iMKSE8AiCIAhqJ8V4DFJ4iEgH8CXgpcD+wCkisn+p2OnAWlVdBHwO+KSv3wq8H3h3A88s2EWE8AiCIAjqoGEWj8OBZap6v6p2Ad8DTiyVORH4pn+/GHiRiIiqPum5giLYpAWJGI8gCIKgDhoW4zEX+Eu2vBw4oloZVe0WkfXAdGB1IxoQNIcQHkEQBEHtaF2jWmaIyJJsebHPSA2VMxuXZ6iupUzQYoTwCIIgCGqnvlEt24GbgctU9bLStuXA07LlecAjVcosF5HRwBRgTd1tDoYVITyCIAiC+mjMXC03AfuIyF7ACuBk4I2lMpcCbwGuB14HXKWqQ2bxEJFp/W1X1RA9DSCERxAEQVAHdVk8pojIYipYPDxm4yzgF0AHcL6q3iki5wJLVPVS4OvAt0VkGWbpODntLyIPApOBThE5CXiJqt41yJNbirlyqrl49h5k/QEhPIIgCIJ6qM/V0u/stKr6c+DnpXUfyL5vBV5fZd+FtTaiVlR1r0bXGfQlhtMGQRAEtZOCS2v5uMVDRF7Z7GbXgxhvEpH3+/J8ETm82e1qF8LiEQRBENRHgywew5gvAzuA44CPABuBHwGHNbNR7UIIjyAIgqB2RsZcLUeo6nNE5I8AqrpWRDqb3ah2IVwtQRAEQR3Ulbm0JV0twHZP6a4AIjITs4AEDSAsHkEQBEEdNC64dBhzHvB/wCwR+Rg2lPc/mtuk9iGERxAEQVA7I8DVoqrfEZGlwIuwobUnqerdTW5W2xDCIwiCIKgd1XpSplfN4zGcEZHjVfVK4J5s3VtU9Zv97BbUSAiPIAiCoA5GhKvlAyLyWuDdwETga8A2iplyg0EQwaVBEARBHdQVXNqqvAC4D7gFuBb4rqq+rrlNah9CeARBEAS1oyNiVMvuwBGY+NgGLBCRSmnUg50ghEcQBEFQH7ULj/WqekYrxXc4NwCXq+oJWNKwPYHfN7dJ7UPEeARBEAS1MwJGtQDHq+rDAKq6BThbRP6qyW1qG0J4BEEQBHWwo55RLS2FiOynqvcAM0RkRmnzpma0qR0J4REEQRDUjgI7eprdiqHiX4AzgM9U2KbY3C3BIAnhEQRBENRH7cnDWyqPRxr6q6ovbHZb2pkQHkEQBEHtKPUIj5bM4yEi44B3AkdjZ/w74H9UtT19TLuYEB5BEARBfbT/dGnfAjYCX/DlU4BvA69vWovaiBAeQRAEQe0o0PaDWthXVQ/Oln8jIrc2rTVtRuTxCIIgCOpjR42f1uWPInJkWhCRI4g8Hg0jLB5BEARB7dQX49GqHAGcJiIP+/J84G4RuR1QVT2oeU1rfUJ4BEOCiJwPvAJYqaoHNrs9QRA0kDYd1ZJxQrMb0M6E8AiGiguAL2JBWkEQtBNtPqpFVR9qdhvamRAewZCgqteIyMJmtyMIggYzMlwtwRASwiMIgiConZExqiUYQmJUS9BUROQMEVkiIkua3ZaRzq6Y8zvmFW8T2nhUi4h0iMiVzW5HOxMWj6CpqOpiYDGAiGiTmzPiEOwFluxvrfult5YddeyblxPqO2YwjGhRUVELqtojIptFZIqqrm92e9qREB5BMIKp1vELMIZCHPT4J9+v2jRhHf5J+26vcpwQHS3KyIjx2ArcLiK/Ap5MK1X17OY1qX0I4REMCSJyEXAsNr30cuCDqvr15rYq6I/RmGDowVz4XTtZT1mkVKo7aHHaX3j8zD/BEBDCIxgSVPWUZrchKKjm1ujAHgJdmCDoTxQIhTVjFEW8RnoBToKj0nHyugXo9OVKVpNwwQxzGmjxEJETgP/GbquvqeonStvHYkPynws8AbxBVR/0be8DTsduo7NV9Re+ftA5hFT1myIyHpivqvfuTB1BdSK4NAhGAOWOfDTW+fcA2ypsF2ACMMk/E4FxWO+Q3Cfb/JNcKR1eZmK23wT6BpSq79fjbSi//YToaAG6a/z0g4h0AF8CXgrsD5wiIvuXip0OrFXVRcDngE/6vvsDJwMHYMm+vuz1geUQGlQCMBF5JXALcIUvHyIilw6mzqAghEcQjCBSR1/JlTIWEw0TsfiOzdj0nBuBTcAWTDAk60iycKS6tnmZTdl+m72uVO/Y0jFTXUkIBS1AsngMflTL4cAyVb1fVbuA7wEnlsqcCHzTv18MvEhExNd/T1W3qeoDwDKvD1W9BlgziDME+JDXt87rvAXYa5B1Bk64WoKgzajkqkg/9LLY6MTEQA+FsKhEh5dLbpaO0vYeCndLsmYkurLjJktKB4WIgeLleHRpub9zCppI7a6WGaWh8ot9JBvAXOAv2bbl2BwpOU+VUdVuEVkPTPf1N5T2nVtzqwamW1XXm8Z5irgFG0QIjyBoIyp10GPpKyg6MAHQg1kmynRSCAQoRrHswFwrZQGT4j/GYO6W9Ljuwaweqbz6Ml7/WF9OQiUJjnKbtcq5BU1AQWsXHtuBm6k8V0ultC6VvH6VytSy72C4Q0TeCHSIyD7A2cB1Dax/RBPCIwjaiPzJm37ceQeeBEcXfQXHeP8IJgBywbCzdHqdk7xtW/wDhQAZ623KBcg2+lo/QnQMH3Y0Zq6W5cDTsuV5wCNVyiwXkdHAFMyNUsu+g+EfgHOwW/Ei4BfARxpY/4gmhEcQtCGd9M2fMR4THmXBMQmzUvRg8RnVxMYEzKKRcnSUE4j1+DE3Z/vkbpZOiliPrVk7UpDqRAqXD5jgSCNgBiuAgsahCj21j4nub3bam4B9RGQvYAUWLPrGUplLgbcA1wOvA65SVfVAz++KyGeBPYF9gBt35nwqoaqbgXNE5JO2qJUMg8FOEsIjCNqMspuiAxMdW+gdezEVExJbgVWlOiZgQiDFdJTFRT5sNrlZknVjSrZPEjPJepIi/iYBM72udb5uk9czMWur+n6V3EVB86jD1VLV4uExG2dh1oQO4HxVvVNEzgWWqOqlwNeBb4vIMuz2Odn3vVNEfgDchWnUd6lqDzQmh5CIHAacj92qeGzJ21R1aT31BJUR1TBgBsODSJk+eMrWgYmYAMitEFOwN45N9O7MJwCTKUa9bAE2sPMuDvH6xmd1bii1JY2k6Qby3NQTMPGyKVsXlo/GoKqDmjLnOVNEf//82spOuJxlwG+obPEYtojIbZiY+Z0vHw18WVUPam7L2oOweARBm1BJdHSV1k3DLAlPZOsmUFgptgKr6TuqJAmEMdhDozwOf4fvs51C0CgmJtb7PlOA3f3vekyAJDfLFG9bsohspnDNJPHRVeEcg+bQoBiP4czGJDoAVPVaEQl3S4MI4REEbUC5Q55E71iOFMexlkJUpERfYO6OLaXyyTKSREaetyO5W6AYzTIaEyhTfH0SI+u9LUnsjMfcPFMocoQkcTKTIv5kiSi/AAAgAElEQVQjiab8XEJ8DAPqG9XSqtwoIl/FAksVeANwtYg8B0BVb25m41qdcLUEw4ZwtdRGeVhpJUtH7qKY5GVyK8d0TIhsLa2fSRFE2u3b11J/fMVYzLoxDhMUKeg0jyWp1obp9B11Uz6n8jnHUNvaGbSrZbLobw+vrezkX7esq+U3/WxWVT1ulzWmDQmLRxC0EOUOthx0We6gy66VCZgg6MKGESTmel07sKk4y8GmU73u0RQjW3JS0Gm3H38d8Fi2fSawGyaCtvmxn8i2zcUEzmZfX3a9bKKv2yU/98jzseuoc1RLS7paVPWFzW5DOxPCIwhaiLKlIxcduUtCsI47uSygsDA8TuFumU0xvHVFVt9EYAZFkGca0dJN7/lZ0rHGeHvGYaJhHkVQ62pMyKzCxMJMYBEmIh7z9aOBPTA3zBOY66XT27zGj7WpdI7b6G35CNGxa1DqivEIgj6E8AiCFiS5LxIT6e2amEbvlOSzMHHwGEVsxkKvZy2F9WGaf8ZSDGVdj3X+lWaSrUSH1zEFEy4LvC1rKDI/TccsLwuBBzFB8xgmhGYBKynmf5mWtW8jvS0f2ylGzAS7iPpiPPrL4xGMUEJ4BEGLkt7w0+iVRNnSMcv/JtfKTMxysAXr9NO66dgDYRsmDtLw1g7fPgUTL2OoPKplu3/WU1g48P1mYVmeZmEiYpX/nQPs7e1d5W2cRSE+UkKz3O3SRSE+wsrRHEbAqJZgCAnhEQQtRh7b0IF1+klkTMIsE7noGEURb5FExyasYweYj+Xb6MYER0roNQezSiR3CxQjVdJwWTBXy2jMzZKG5s7D3CxrgUcxMTIVs2gkl8rDvm0WxeiaVd6usuWjh8LN0uXH66Bw/0SCsV3HSHC1+MR23wC+q6prm92ediOERxAMc/KgyWSRSIyncDuUR68kS0cSHXMoOvxuzIqQhEkuOPb2baMwC0ZykaTtAzGVwtXyNCxwdA1wv9cxFbN+7IcJi5W+fb6f36Pe5tzykaYkTeJjM71dLmlul+RyiUDTIaRxKdOHMycDfwvclImQX2oMA20IMZw2GDbEcNqByTvX8RTWADBrRnJvpEDS5F6Zg40qeRzruKf5uh5MEHRhnfxciqDVRyisIuN92wSKIbJlK8hWTBCsoMgJklwsYylG0qz0Y+yNWS0exYTHJMwa8qSvw4+ZD7fNzzGlaU/HiliP2hjscNqDJ4j+fL/ays77I0tV9dDBHK+ZiMgo4BXAV7Bb/Xzgv1V1Tb87Bv0SFo8gaBHyERwdFK4GMCGR7MFJHOTulfEUoiO5VjZg1o8O4CAv8yTwAGaZmAkcggmC9KBIsRzd/h1MgIzG3DLTMStHtx9rBXALZuWYB+yFuVHuBO7xtuyJWS8eztqbBEYKOE2z166liPfoKV2HbiK52K5AGREJxBCRgzCrx8uAHwHfAY4GrsJ+GsFOEsIjCFqE/Fk/gWIUyxSKjhdMADzu61JMR3KvzPflJzCrwkxs1EkPvWMujsSESBrGmlwlOZ3+t9zRJ1fNVG/LFt/3DszKMht4NvCQH3OOl5/vy1v8O5j4eByzhGz2c+ihSLteHmI7AvrDYcEIiPFYiunvrwPvVdXk4fyDiNQ4U01QjRAeQdAC5G6EDnp39qMpXBEp62cqmwJJU0zHZArRMZfC3XKb/z3Q6xDsqfsQJjomYFaRNOlbh5eBIsdHmlRuGSY0pmGiZgrwTEzQ3IG5Wg7ybZ0U7qDpFNaMJChWedu7fHvK8TE9O/8uels9wuUyxIyMlOmvV9VeWltE9lLVB1T1Nc1qVLsQwiMIWoB8+Gpu7ZhKEWA5kd5xHQsxMbCSIqZjA4XoSPETt2GiYG8Kd8tNmKA4BDjU6xV6JxHLR7WM9bZM9+Nu9eP+0bcfhllXjsREyR8x8THX61iBDdOd48srMTGxEBvyu8rLpoDSTX68dd6W3OpRHuobNJY6R7W0anDpxcBzKqx7bhPa0naE8AiCYUg+KiO3cHTSO5HXGIrRJpOwDh/MnTGaIk/HLAp3ykysg0+iYyqwr5d/HLgLEyGLKNwtKY36w1Qf3TIVc5Gk9OgL/LjLgBuB/TGXyb5+Prdh4mOOLz+MjXSZhVk9HvU2zMZiPbZSWHC2YdaXRA9FfEduAYEY4dJw2jhluojsBxyACabcsjEZ099BAwjhEQTDkLyjHE3RiY6leLPPhcYE/5tcLhMpgk3nY1aAZViHnGI6kug4GIuNuAfr7J+HiYeUTfQPXs8RwFGYqMiTiKWA0ycxwfDrrPwM4FmYeLjO27TIj3mrt+HZ3qYUR7KIIt5jLRYnks5tDkWgaRIiaXjtJAqBll+zEB2Np41dLftio1imAq/M1m8E/q4pLWpDYjhtMGyI4bSVyd/YU6cLvYeWzqGY2n6u77Pcy+xBkafjIEx83Ia5Rfb1/X/ny4dh4maNr1uAiYRJmNhIycq2UXTsHb5PJ0Xuj42YsHgIOIYihftNmIA4xve915cPorcYmodZX1b5d8XcMeN9expum1+D/NqElaM6gx1Oe+BY0R/NHbgcwH4PtOZwWhE5SlWvb3Y72pWweATBMKOcMCxZtcdS5KwYT9Hxp8yiW7JyecBmNyY6ZlEkEOvB3CmjMUvHdMyhPRYTAtcCx2KWinGYaHjM970rOw4UCc32xywVu2NC4yhs+OzV2BjEdIybMevLft6GlV73fIqEYbO9fEq9nvq5LV53Ehk9fk5b/JMymCqRUGwoaVeLh4i8R1U/BbxRRE4pb1fVs5vQrLYjhEcQDDPyDrKDovMcQ9HJ5xlLJ1O4XGZiVok0udpozNoB1nmn5FwHUuT2eBQ4Aeu0/4wJi1dRWCnuwmI0jsEsE8dg1o18VEuaTG4FcAVwOPB0LDj0VcClmDDZB7OqXIEJlD28LXdgQmMuhRCZRzHKZQeFdWOrn/NmvwYTMdGhpWuUX7sQHQ1E23o47d3+d0lTW9HmhPAIgmFMtRlhhd7xDKv9+wRMXEAhHNZhloVOLDnYLKyTfxITFc+jsHTcBbzU992APX2nAaf6PsndkicQEz/uRK97PpYg7PfYiJhpXufl/n26H/M632e677ccc/3sjcV6zKQQHk9SxLGsxywi+DWo5jeodTbdoD7qTCDWUqNaUhtV9ZtpnWcvnaiqG5rWsDYjhEcQDFOE3q6CfGRLWj/Bv3dTxGGswjr0sRTWjlyEHOn13YR18jOxzv1aCkvHGsxK8WoszqMDsy48CPwMs5Ys8LofwiwOL6dIEDbT1//Y69yDwvJxjG/f29vwAv9+A4Wl5n7M8jHPz2UVFnSagkm7KdwtecbSJETU14eLZQho41EtCRH5LvAOTL8uxQTUZ1X1081tWXsQwiMIhiljKMTGeIrAyTyIMrkZwBJ1pf5gBtbhrsfEwChs7pWUPn2db1/k+/wOi+lIlo5Lgbdi1ogtmAtmBWapOIdivhYo5ml5xOuZi7lU9vY6LgBe43Ufi8V8vNyPfT/FzLUzvY6F3uaUb2QGRRK0KZjw2OLnvtm/T6AQHvn1ya9h0BhGwuy0wP6qukFETgV+DvwbJkBCeDSAyLUTBMOU3IXQUfqez9mS7L+j6T28NpXZHRtpshLryBWzRhyCiZDVmPViNmZxWIJZOlIW1Cswi8LrMFfIVD/Wdv+MpsgF8jovewVFttFXe53b/BgL/JjjvQ0PeZtSfMd2iiG0SUjg55bEzobsmnTR9/okBjV8I6iMZy6t5dPCjBGRMcBJwCWqup0wnjWMEB5BMEyp5Sk3Kis3iiJ3xyjMktCBddzrfX1KwLUGi6tQLE/HwZgV4z6KVOdbMLfKX2PukWRtuAKbwOKP/vm6r9voZY7xfX7mdSzwOu/zYxzsx1SKZGEpRTre1gne9vUUD6m12XeltodX9BRDw44dtX1amK9insXdgGtEZAGFxg8GSQiPIBim5MGReRbTvDNNz/Z8aOtUL7MGc1+M8u/jMYtBmntlHEUg6iTf90YsbWMH5l55JiYcxmCBqecBx2Hultf55xxfd56XGeP7PNPr6PA6b6RIb44fe5y3ZY23bbx/H0URe6J+Tmm0SjrXvF9TCktHfn0iwHRoaHeLh6qep6pzVfVlajwEvLDZ7WoXIsYjCIYpecrvPHNpnr8jdbITs/Xpe5rFFSymY5F/vx8bFitY0OYRmFh4DLNWTMcsECswYZFEh2DiIk3Qlk9EN9233eRl98ImtbgYi/WY7nWvxdwtR1AEwS7CEoctwNwty7zeKd6mHi+3LvuecnXk+TzGZt9TUGkIj8aj9QWXtiQiMhZ4LRZylPeT5zalQW1GWDyCYJjTQfF2n38fQ9Gx5t/zxFljsvITsu+TKeZumebrH8Y6/jEUqdMnYe6OC7H8GynY9LfAif75ra9LmU8v9H0meR2Pep1z/Rg7/JgpkVmac2UHRTzHDt8Hihln8fJjKnzfQWHxyL8HQ4COCFfLJdjt3Y0Z59InaAAhPIIhQ0ROEJF7RWSZiLy32e1pVXL3yih6pyrf7t/LYqMr+57Wj8vKj6fIaLqbl78LszLswOIz9vRj3AC8l0J0/Ah40xxYeZR93jTH1iXx8V7fp8Pr+JnXOcWP0eXHXOdtGO9t2k4xC1c3hajoorII2U4hMHroHf8RwmPoSKNaGiE8BnpGiMhYEfm+b/+DiCzMtr3P198rIn89UJ0icpavUxGZMUDT5qnqG1T1U6r6mfQZ+IyCWgjhEQwJItIBfAnLHbU/cIqI7N/cVrUO+WiMUfS2eOTT0fdkZbZnZbZn65PwyMVJB0XMRJ7tM+UIGY+JgG5s1Mmevv1G4H1z4FnHw8wj7fOs423djV5mT9+n2+tIIqfTt2+jEBLbKERCLiq6KR5OucDYnq1PLhXoLTZ20PvBFiNbGk8jYjxqfEacDqxV1UXA54BP+r77Aydj4UMnAF8WkY4B6vw9cDx2ew7EdSLyrBrKBTtBCI9gqDgcWKaq96tqF/A9zHQZ1EC546w0OmNUaX2lYNT8exIwKd152YoyNlu/gGLI7LMoBMmngNkLseQa0zrtM8PWfYpCYDyLYqjtAq9TKGJUcuuE+D47SusrnUv5HCs9wFKdiXjINZjGDaet5RlxIpCyiF4MvEhExNd/T1W3qeoDWGjQ4f3Vqap/VNUHazzLo4Glbjm5TURuF5Hbatw3GIAILg2GirnAX7Ll5VhMYS9E5Ayg5TIbBsFIpc4EYjNEJJ/3ZLGqLvbvtTwjniqjqt0isp5iWp8bSvumuQQHfO7UwEt3Yp+gRkJ4BENFJQt3nxd3fwgtBhCRSLvglIeKVrqYO6ieZEwqfE8Wha5SnSkYc1u2PrlKxgC3Y+nOJwHvAR57EGYugqciSVbbuvdgD5Qu3+dwCldNsqQk10o+z0uaZG5UaX2lcymfY6X+r2whau0Yx+FJT+2/1NWqemiVbbU8I6qVqba+mhGsLlT1IRE5GthHVb8hIjOxAVVBAwgrZDBULAeeli3PwzJiBzVQ7jhriWuoNtojj5vIR4ekfBjbs+9dXmYLRabQBRT/uMOBjz8Kt18Jq26wz+1X2rrDvcwjFK6arV5XEiT4sbZn3yuNxhlN9dE7tcS7lIVb0DgUu761fPBJ4kTklRWqquUZ8VQZERmNxSiv6Wffhjx3ROSDWJr09/mqMdiAraABhPAIhoqbgH1EZC8R6cQCwS5tcptaklxs5ENFc4FRHu3RmX1P67dm5ZMYmIqNEezEIvFSptCXY0/rHmxSuU9gs9eOx5IbXPgozLrePhc+auvGe5lP+D49XsfLKTKp7u/HepIi9Xqaa2YMRcr3FF+Cl682eicf4ZNbSyJ/x9CiNX7wSeKqzExbyzPiUuAt/v11wFWqqr7+ZB/1shc2PdCNNdZZC6/GDH1PAqjqIxS574JBEsIjGBJUtRs4C/gFcDfwA1W9s7mtak3yYMz8e3m0R6XRIfkokM3Z9zTXyXyKTKHzsaRh27FJ2q6jSIP+JuyJnsTHC7BEB5f49yQ6bvKyKb36dV7Xdq97PkUm1fn0nmtmFMXkbvkonfJonGqjd3oqfA+GhjqER1WLR7VnhIicKyKv8mJfB6aLyDLgX7DR2viz5AfYCO0rgHepak9/zx0ROVtElmNWkNtE5Gv9nGKXCxz1fXer+yIFVRG7tkHQfCLGozcd9M5GusnXJVszFLO4jsUi6+7HLAlzgXuwtOPzgT9h8RVHYjEXj2HjCp8Efg2cilkMLvLvs7Fsop1YxtGUvfRC7Mm/J4VVpQuzbHwCEx17YYLgd77tID/ed4BTMGHwHeBFWD6PKykmj7vBz+UZWIKxVcB+mGhZh2VBXeHnks4dLCHZeorMppsqXMPAUNVBjTB+hoieV2PZl8LSfmI8hi0i8m7MivJi4OPA24CLVGs+9aAfIrg0CIYpeaeZeorc7QKFBSOfx2Qd9ko3Deu40/f7MctB+r4V6/jBrBPTsDiNOzHBsg/2KjkfEwV7AWcDV2HiJSU5uN23n42Jou2+/W4swUKP13m4ty+Jpt28DZv92N2Y22UOJoJW+Xrxc8rno8nPPV2f8rWCEB5DQYrxqJEpIrIYuKyKu2VYoqr/JSIvxgxy+wIfUNVfNblZbUMIjyAYptTyWppGtqTOYHfMupAyha7COvY0Z8tGzCIyDZuCfgE21vBW4Cjg6ViWpYcw68LLscyjz8TmXpmEiYluCjfH4diDpAezOizFRMfLMavI/ZjYeD4mNG71Y4q3YRrFXCx4W9OcKymTKn5ueRxHLZ1fJA8bGuoQHutVteWGy4vIJ1X134BfVVgXDJKI8QiCYUq1xFk9FG6OfK6TlCkUrONOZdZirpJZmJtCMMFxC2ZhmEHhfhkLHAr8Hxaz0YkJjS4se9O9FKnOx1CkZF/n2y72sif4vk94XYd63Y/5sWb4sW/xtoi3bZbXudbb3kkR95EyqUIx10wqU74+ifDdNZ4GjmoZzry4wrrI7dEgwuIRBMOU7dn3LVgH24V1xOP9+yasE17vnz28/GqsQ5+CxUHMxeIyktiYgnX2yzCXyTHA1VgY/zT/ewEW2r8Ai9PY2+v6hh9/gR/rIa/z5V5Pmh33fkx0vMrbuMaPcQz24Lnb2zDF918FHIJ1WI9mbVztxxmNCRn8+Buy70mcdFKMkilfw6Bx1CHoWsriISJnAu8E9i5lKp2EGQODBhDCIwiGKUoxokMphEcXxbi+FB8xmiJOYybWiW/DLAjrsU5/JuZmuR9znRyGjT+c7duOxsYdvhQTMK8BlmBBpQdg6SL3wWI5UpvAxMFoipEoj2ExHWu8jsnA48DlfowUe3I/5qZRiqDYsb4Nb/s2TFzN9Lo3+rFGU4iNPEdIZ/Y9Hw0TNJY2Tsr2XexW/Tg+gsbZqKprKu8S1Eu4WoJgGFNtltUkRMA61xTDsZkiYHQN1pEnsdGFBZquxCwHu2F5Na7DOvjpvny57zsZi8voxEah/BFzh+RDXvOhuiu8zHd8n+dTWDou97qn+7Gu8+XdvC0rvW1d9BYheSBqOu4UCkHRSfW375ihduhoxHDa4YiqrlfVB1X1FCwZ2XbsVCaKyPzmtq59CItHEAwz8pTfebzC9mzbFsylsQZzOezuZVZh1pDUac/CLBrrMGGwFzZq5A5saO0eWDzFTcBzMIvGNMzycazvuz8WdLoWG2J7lx+rPMpkf2wEzCm+bSvwIOZeORoTHZuBm70Ne/h53OHLu2HWFfy43RTiaRSFJWQcRQzIRArXitDbtZJfu2oT7QX1o9Q1UqilXC0JETkL+BBmrEsGHsW8jsEgCeERBMOMvIPspvc8JxOwzjsJDyhGrYz39dsw18RyzJqwB2ZBWIl16LP9+/3YOMFFWM6NmzH3y3SKmI8FwMGYmJmNCZmD/Bh51tCxmPUhuVvWYKNXHvK6pvk+N3ubjvFzu9/3n+1tX0mR0fRxr38mhbgZj/UCyfrRQSE88lgPobebJURHY2ljV0vin4B9VfWJAUsGdRPCIwiGOZ0UHW/uPtiKCYKNWBzHVKwTXoGJiemYlWA8Fli6GYu9eDYmHv6IuTYOxoTAMixvx/Owzv7lWGBnyjd9BCYgdsOsDsnNsgMTGymW5A9Z+QOxh8wqiiymx/i+t2KWmGf7eaWEZXtiVpxVfg7jvG34Oa7375MoUqyXr01+zYLGkrlR2pm/UNxqQYMJ4REEw5DcNZC/uedWj42YQNhIYfWYjlkUNmHulyewDKD7YaNS7sGsEGmkym2YAHiWl9kdEwh7Y+JlNsWEFauA6ynybZSZirlaUkZSwYTQ3ZhlY3/M+tJNIToOwgTDQ5gFZR9MyDzsde5OkYV0uv/Nh9cm98sEeguN/JqFm6XxtHsCMeyWvVpEfkZ2a6nqZ5vXpPYhhEcQDEPKOTzyES1js21pZtltFPOqgI0sWUiRVnylf5+Pdeqd2BDbJD7uxcTGHpgL5ybsyXsI5l7ZzdfPxzr1bfQe1TIWe5ikGWO3+jFv8e2Hex1bvN4kOsZhFppVFHO3pDToc/xYj/nyOIpX0HyGW3y/fEhtV7YtREfjafcEYtjPJP1UOgcoG9RJCI8gaAHyB/1mCrGxjmKkyCZfn4bTPoiJiVmYCABzY8zBOnv8+7Mx8bESc41MxyZ+W49ZIm7BLAqLsFEq4/04KStoCjbchLlIllEM8302JobU23QHJhKSe2WFf+Z43Y9QBMWOx0QKfk5bKawfEylyeoylEB3laxU0npHgalHVDze7De1MCI8gaAHSjLPdWCefuxbScNr1WGc8Nyu7EYuFWOOfiZggAOvwuyjcLo9hwmAWJlimer2bfN88mxL0niQuZ2+KNOjJ3XI/hdVlNoV7ZZWvm4aJljXe9onedny5k0Is5cNpUzu2ZWUjd8fQ067z34jI51X1n0TkMiroK1V9VYXdgjoJ4REELUKedGczxSys6ymSiHVjQ033wIREioGY798f9u/TsdTkD2Od/QHZ+uXYLLEzMREzCRMnCygCSbspLAuj/NhjsjamNOrJjTIVs6Ykd8ttWOc1H7N0bPC2TKKIW1mFCZQ05BcKd07K7zGR3taOSEw09NRp8Wi1GI9v+9//amor2hxRbXejWdAqiEjcjAOQv9GntOnp7TO5WKAYDZK7VHbDhqimDKdzKFKbd2GWjrkUFoRHKFw0433bBK83ZSoFEyDdFDPNrqAY4joLc++M9WOs8Do7MctIiulYg4mOPbBA1hTnMdfrTW6V/Bw76J0iPawdtaGqg5o7b6GIvr/Gsm+Hpap66GCOF7QfYfEIgmFOtVEZKZdHinvYSjGq5Qms00/xHY9iQmOm75csBrOw2I0kMlZSuEoWYh1/GiabhrQOxFQ/1hTMCpKmuL8/274nxZwsyb0yk96iYxZmXUmiYzq9h8+Oz869TIxkGVri2gaDIYRHEAxzygnFUmApmIjIh9dOooj3WEmRufQxrEOfibk3Nvn2Nb48Lyt3v3/mYMNZp2GzyUJh3ag0V0vZCrI5Oy6Y4Jjt5ZJrBW9jiulI1ozZXkeyuEzBLCYp7mMCvSeDy69J+ZoFjSXNThsEO0sIjyBoMbbRO9B0FMUQ0uRGSctJfCTLR+rYJ1G4OR7GBMl0TIDMpLCSPOrlZlJYMMbQe0gvWEe0lSKR2CoKF9AUP/5Yb/PjWTvmYJaLXHTMorfo6PQ2rM+WR2X1jyaShe1qQtgFgyGERxC0KMmdsAmzGKTRJWvoPcQ2iY+5FAGnqzBXyiIscDOtm+afeV6+i0JIpHwaA9HhdUzBRIJQxIwkF890zJqS0qan/WZj4iWJjomYYMnzVndSuFgGFawQ7DRtPKql4miWRIxqaQwhPIKgBemmd6KsTRTp08E6+GkUScdWYp39bMzi0I3l+ZiNCYDxmLjIh93OwFwae2DCpcf366KYshOs8x/j7UmjToTC3bKaQiikPCPjfF0SM6P9OHkgaSe9Z6ildI74ccvDeYOhpU5XS6uNaonRLLuAEB5B0ELkQZMpi2lyM2ykCDZVrAOfhgmGlOMjCYkuelsx5vpnB0V69Dxwc6rXPdqPOaHUrh5MjKQkX+W06jOxUTWjvL3LSts6MctLGho7BRMwuaUjz+0BfeM6IqB011HHdW6pzKWq+ttmt2EkEMIjCFoIpXcHu42+lo98pEsapppGu2z2z3R6D1VNw25nUmQpTUNk12JCotocLZUYi1lS0tDb7RSCJpGG/G7Njp/WJxdPIj8n6DsJXIiOXUu7B5eKyD7Ax7Ephsal9aq6d9Ma1UaE8AiCFqPcwXbRv9sljXaZiYmIbkxsTPT1czBRsYXewadTsCfuXF/XQ+Fu2U7h5+/AXB7JzZJmiU0jYJ6gt6ViPGZBARMXSVCMxsTK1lL5snulPBcLhOjYlYyElOnAN4APAp8DXgj8LRFS1DBCeARBG1AWH8ntkmI8NlKMeEmul03+mYAJgWlYp78+K58Y6/UlgVGeNSuJjC1eZ3mUyWgKIbPDj5FnHE2uldwikmbnGkh0BLueEZCobbyq/lpERFUfAj4kIr/DxEgwSEJ4BEGbUMnykeIyUie/Buvkp1MIhOR+mYClL59NISI2YG+326h/yKpQTCqXp3PPBUcSNN30DiKdgMWDlN0rITqazwixeGwVkVHAn0XkLMwbOKvJbWobQngEQRtRDjjdhFkSJmJCIlk7wKwckylcG0mAgHX8EzERMgqzUqRZaJObJR/VktwtaURL2qcHEy+52ABzn4yjd2ZSfP/xWVsT5UDSoLmMAOHxT9jP4GzgI8BxwFua2qI2IoRHELQZKeA0DXlNU9aPxzr2ZEVIwaIp/iOV66K3CElMoBAXHfTOUqoUw2zL+yU6MTHTgYmdVaXtE7M2JNJQ3RAdw4t2Dy5V1Zv86yYsviNoICE8gqAN6aL4cSd//Bas05/k2/NhuBsxYZKmsk+ulty1UU1Q9EcnhatFvc4tpTJjvdxmels5UvvDvTK8aGTKdBE5H3gFsFJVD6xz3yg9Uq4AAA8OSURBVOcCF2C32M+Bf1RVFZEPAX9HoW3/XVV/XmfdzwD+FZuU+al+UlWPq6eeoDIhPIKgjciHlSbBkbspejCRkQRID4WgyEVBJ2bhmOTLyXKS3CdlU3tyt4yicLek422msniY4GU309eiUcm1EkNmhw8N/D9cAHwR+NZO7PsV4AzgBkx4nABc7ts+p6qDSQb2Q+B/gP+lfRO1No0QHkHQRpTzfEAxtwsUYiQJkE4KAbKF3snJcrHQgYmBPJYjJ4mS7ZhtutqTWihcPimwNSe1M0TH8KZRPbGqXiMiC/N1IvJ04EuYB3Az8Heqek+pzBxgsqpe78vfAk6iEB6DpVtVv9KguoISITyCoM2o1EEnwdFJMfQVeguMsZioKK+H3paReknDYqF6DEia2baaWyVEx/ChzlEtM0RkSba8WFUXD7DPYuAdqvpnETkC+DIW3JkzF1ieLS+nSDkDcJaInAYsAf6fqq6tvckAXCYi7wT+j0wHq+qa6rsEtRLCIwhGEKljr9TR50NmhcIVAr1dLZr9TWVHZX/LrpZyrEhOWQgFrUEdMR6rVfXQWguLyETgecAPRZ7K11WeDBkqJ/NKt+RXsJEo6n8/A7yt1jY4aQTLv5bqj8ylDSCERxCMAMquitTRd2APga7SdqWvZSLFcSR3i2RlU+xHuZ5qbemkmHBuoLYGw486/j/1ThI3ClinqofkK0WkA1jqi5di4mJeVmQeNgEyqvp4tt//Aj+tvbmGqu5V7z5B7YTwCIIRQLWOIqVBhyLleUqLXqmO7irbBqJcd3/DY0N0DG/qHNVS1yRxqrpBRB4Qkder6g/FzB4HqeqtQFmMbBSRI4E/AKcBX/D1c1T1US/2auCO2pv7VN1jgDOBv/JVVwNfVdXt9dYV9GXUwEWCoD5E5PUicqeI7BCRms2sQXNJgqCbwiqRhrqWg0n7o6O0bxqem+oOWp+eGj+4xUNEXlmpHhG5CLge2FdElovI6cCpwOkicitwJ3BilWacCXwNm+z4PorA0k+JyO0ichs2z8o/78QpfgV4LhZf8mX/HsGmDUJU4/0iaCwi8kzspeirwLtVdckAu6T94mbcxeysWyPFc0DveI9dcexgcKjqoCY7myOitabw/CQsrSfGY7ggIreq6sEDrQt2jrB4BA1HVe9W1Xub3Y5gYPKOv57eKAWbVsrp0R/5MUJ0tCbJ1VLLhwEsHsOYHh/WC4CI7E3k82gYEeMRBAGwa4RAiI32YKhiPIYR/wr8RkTux/TyAiJ1esMI4RHsFCJyJTaHWJlzVPWSOuo5A8s+GARBizCEo1qGBar6axHZB9gXEx73qGpMGdQgQngEO4WqHt+gehZjCYMixiMIWoA6E4i1lMVDRI5T1atE5DWlTU8XEVT1x01pWJsRwiMIgiCoizYOdngBcBVQKSZFgRAeDSBGtQQNR0RejY2pn4nNvn6Lqv51DfvFzRgEQ8xgR7XMEtE31Fj2izbU9Te0mKtFRPZS1QcGWhfsHCE8gmFDCI8gGHoaITz+psayX2rd4bQ3q+pzSuuWqupzm9WmdiJcLUEQBEFd1DGqpaUQkf2AA7Cg2DzOYzIwrjmtaj9CeARBEAR10camyX2BVwBT6R3nsRH4u6a0qA0J4REEQRDUTJ1ztbTUcFpPBXCJiBylqtc3uz3tSmQuDYIgCOqijrla1qvqGa0gOkq8Q0SmpgUR2V1Ezm9mg9qJsHgEQRAENVNnHo9W5SBVXZcWVHWtiDy7mQ1qJ8LiEQRBENRFHXO1tCqjRGT3tCAi04gX9YYRFzIIgiCoi3ZPmQ58BrhORC725dcDH2tie9qKEB5BEARBzdQZXNpSKdMTqvotEVkKvBCbq+U1qnpXk5vVNoTwCIIgCOqijVOmP4Wq3ikiq/D8HSIyX1UfbnKz2oKI8QiCIAjqQmv8tCoi8ioR+TPwAPBb4EHg8qY2qo0I4REEQRDUTHK1tHlw6UeAI4E/qepewIuA3ze3Se1DCI8gCIKgLtrd4gFsV9UnsNEto1T1N8AhzW5UuxAxHkEQBEFdtLg1oxbWichE4BrgOyKyEuhucpvahrB4BEEQBDVTq7XDLR5TRGSxiLyyUl3DmBOBzcA/A1cA99F77pZgEITFIwiCIKiLOka1tNxwWhHpAC5R1eMx4843m9yktiMsHkEQBEHNtHtwqar2AJtFZEqz29KuhMUjCIIgqIsWDxytha3A7SLyK+DJtFJVz25ek9qHEB5BEARBXbSqNaMOfuafYAgI4REEQRDUTBsMla1Kyk6qqhHXMYREjEcQBEFQF20c4/GT9EVEftTMhrQzITyCIAiCmlFsVEstn4EQkfNFZKWI3FFvO0TkuSJyu4gsE5HzRESybf8gIveKyJ0i8ql6qs2+711vm4LaCOERBEEQ1EUDLR4XACfsZDO+ApwB7OOfEwBE5IVYHo6DVPUA4L/qqFOrfA8aSAiPIAiCoC4alTJdVa8B1uTrROTpInKFiCwVkd+JyH7l/URkDjBZVa9XVQW+BZzkm88EPqGq2/wYK+s4tYNFZIOIbAQO8u8bRGSjiGyoo56gHyK4NAiCIKiLITYFLAbeoap/FpEjgC8Dx5XKzAWWZ8vLfR3AM4BjRORj2LDYd6vqTbUcWFU7BtXyoCZCeARBEAQ1kxKI1cgMEVmSLS9W1cXVCvv8KM8DfpiFbIytVLRK08D6td2x2WUPA34gInu7ZSQYBoTwCIIgCOqijpTp24GbgctU9bIayo8C1qlqr5lgPY35Ul+8FIvvmJcVmQc84t+XAz92oXGjiOwAZgCram92MJSE8AiCIAhqps48HnXN1aKqG0TkARF5var+0EeqHKSqt1Kalt7jLo4E/gCcBnzBN/0Ec81cLSLPADqB1bU3ORhqIrg0CIIgqIs6RrX0OzutiFwEXA/sKyLLReR04FTgdBG5FbgTG6FSiTOBrwHLsNljL/f15wN7+xDd7wFvCTfL8ELi/xEMF0QkbsYgGGJUtVJ8RM1MFNEDayz7B1iqqocO5nhB+xEWjyAIgqBmah1K628R/Vo8gpFJxHgEQRAEdTFUMR7ByCCERxAEQVAzCnQ3uxFBSxOuliAIgqAuwtUSDIaweARBEAR1Ea6WYDCExSMIgiCoi0YNpw1GJmHxCBqOiHwaeCXQhY2v/1tVXdfcVgVB0AiGMoFYMDIIi0cwFPwKOFBVDwL+BLyvye0JgqCB1GHxCII+hPAIGo6q/lJVU+D7DfSeUyEIghZGsblaavkEQSVCeARDzdsoUhn3QUTOEJElpRksgyAYxsSolmAwRMr0YKcQkSuB2RU2naOql3iZc4BDgdfUMldCpEwPgqFnsCnTx4no02osuyxSpgcViODSYKdQ1eP72y4ibwFeAbwoJmgKgvYiftDBYAjhETQcETkB+DfgBaq6udntCYKgcSgROBoMjhAewVDwRWAs8CsRAbhBVd/R3CYFQdAoInA0GAwhPIKGo6qLmt2GIAiGhjotHlNEZDFwmapeNlRtClqLEB5BEARBXUQCsWAwhPAIgiAI6iKCS4PBEMIjCIIgqJkILg0GSwiPIAiCoC5CeASDIYRHEARBUBchPILBECnTgyAIgppJrpYaJ4mLlOlBH8LiEQRBENRFHRaPGNUS9CGERxAEQVAXMaolGAwhPIIgCIKayWaeDYKdIoRHEARBUBcRXBoMhhAeQRAEQc0oMVdLMDhCeARBEAR1Ea6WYDCE8AiCIAjqIlwtwWCIPB5BEARBXWiNn4EQkfNFZKWI3FFvG0TkuSJyu4gsE5HzRER8/fdF5Bb/PCgit9RbdzC0hPAIgiAIaqbOBGIDcQFwwk425SvAGcA+/jkBQFXfoKqHqOohwI+AH+9k/cEQEcIjCIIgqIueGj8DoarXAGvydSLydBG5QkSWisjvRGS/8n4iMgeYrKrXq6oC3wJOKpUR4G+Ai+o9v2BoiRiPYDixGniowXXO8HpbhVZqbyu1FVqrvUPV1gUNqOMXWPtqYZyILMmWF6vq4gH2WQy8Q1X/LCJHAF8GjiuVmQssz5aX+7qcY4DHVfXPNbY12EWE8AiGDao6s9F1isgSVT200fUOFa3U3lZqK7RWe4dzW1V1Z10jAyIiE4HnAT/0kA2AsZWKVmpaafkUwtoxLAnhEQRBEAwXRgHrPD7jKUSkA1jqi5di8R3zsiLzgEey8qOB1wDPHdLWBjtFxHgEQRAEwwJV3QA8ICKvB4vTEJGDVbUnBYyq6gdU9VFgo4gc6bEcpwGXZFUdD9yjqsv7HiVoNiE8gnZnIH/ycKOV2ttKbYXWam8rtXWnEZGLgOuBfUVkuYicDpwKnC4itwJ3AidW2f1M4GvAMuA+4PJs28mEm2XYIhYQHARBEARBMPSExSMIgiAIgl1GCI8gCIIgCHYZITyCtkfk/7d3By8yxnEcx9+fAzflqLTFwcEm5SJyw2FJysHBQcqVohzQ/gnKiXJRLltSEuXAKuVESptsYyUXW/4A5aDNx2Gew0xmZnfNeH6PZz+v0zw9c/g0PYdvzzPfz6Mbkj5Kei/pkaStpTONIum0pEVJvyQ1cqVS0oykpaqu+lrpPKOMU8tdN0lTkl5K6lTXwKXSmSImLYNHbATzwB7be4FPwPXCeVbzge4q4KvSQQapVhtvA8eAaeCMpOmyqUa6x9/XctdtBbhiezdwALjQ8N82Yt0yeETr2X5ue6U6fE3//n/j2O7YXiqdY4T9wGfbX2z/BO4zfPOguEG13E1l+5vtd9Xn70CHPxs5I/5rGTxiozlP/9pdrN924GvP8aC66hiTpB3APuBN2SQRk5Xm0mgFSS+AbQNOzdp+XH1nlu6t7Lk6sw2ylrwNtpa66hhDVR3+ELhclWpFtEYGj2gF20dHnZd0DjgBHHEDymtWy9twy8BUz3FfXXWMR9ImukPHnO280j1aJ49aovUkzQBXgZO2f5TO0wJvgV2SdkraTLcl8knhTK1Q1X/fBTq2b5bOE/EvZPCIjeAWsAWYl7Qg6U7pQKNIOiVpGTgIPJX0rHSmXtUfdS/SfT16B3hge7FsquGG1HI31SHgLHC4ulYXJB0vHSpiklKZHhEREbXJHY+IiIioTQaPiIiIqE0Gj4iIiKhNBo+IiIioTQaPiIiIqE0Gj4iIiKhNBo+IiIiozW9MtcF8w75hcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poppy.display_psf(airy_psf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ap = poppy.MultiHexagonAperture(rings=3, flattoflat=2, gap=0.1)\n",
    "sec = poppy.SecondaryObscuration(secondary_radius=0.5, n_supports=4, support_width=0.1)   # secondary with spiders\n",
    "hex_aper = poppy.CompoundAnalyticOptic( opticslist=[ap, sec])           # combine into one optic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19bbcbea668>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hex_aper_osys = poppy.OpticalSystem()\n",
    "hex_aper_osys.add_pupil(hex_aper)\n",
    "hex_aper_osys.add_detector(pixelscale=0.010, fov_arcsec=2.0)\n",
    "hex_aper_psf, hex_interm = hex_aper_osys.calc_psf(1e-6, return_intermediates=True)\n",
    "plt.imshow(hex_interm[0].amplitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0,\n",
       " 0,\n",
       " 0,\n",
       " 8.04604268543225e-08,\n",
       " 9.180924743349227e-08,\n",
       " 7.127146847320897e-08,\n",
       " 5.538168741538966e-08,\n",
       " 2.7169378357264072e-08,\n",
       " 5.670403168826643e-08,\n",
       " 3.552389338743162e-08,\n",
       " 1e-07]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# coeffs = [0, 0, 0,] + [random.random() * 100e-9 for i in range(7)] + [100e-9]\n",
    "coeffs = [0,\n",
    "          0,\n",
    "          0,\n",
    "          8.04604268543225e-08,\n",
    "          9.180924743349227e-08,\n",
    "          7.127146847320897e-08,\n",
    "          5.538168741538966e-08,\n",
    "          2.7169378357264072e-08,\n",
    "          5.670403168826643e-08,\n",
    "          3.552389338743162e-08,\n",
    "          1e-07]\n",
    "coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "hst_osys = poppy.OpticalSystem(name='Aberrated Hubble-like Telescope')\n",
    "\n",
    "hst_aper = poppy.CompoundAnalyticOptic(opticslist=[\n",
    "    poppy.SecondaryObscuration(secondary_radius=0.3, n_supports=4, support_width=0.1),\n",
    "    poppy.CircularAperture(radius=1.2)\n",
    "])\n",
    "hst_osys.add_pupil(hst_aper)\n",
    "hst_wfe = poppy.ZernikeWFE(\n",
    "    coefficients=coeffs,\n",
    "    radius=1.2\n",
    ")\n",
    "hst_osys.add_pupil(hst_wfe)\n",
    "hst_osys.add_detector(pixelscale=0.013, fov_arcsec=3.0)\n",
    "hst_psf, intermediates = hst_osys.calc_psf(1.5e-6, return_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19bbcbd7208>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hst_wfe.display(what='opd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19bbdb46b00>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "intermediates[1].display(what='phase')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poppy.display_psf(hst_psf, vmin=1e-10, title='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=6, figsize=(16, 4))\n",
    "airy_pupil.display(ax=axes[0], colorbar=False)\n",
    "poppy.display_psf(airy_psf, ax=axes[1], title='', colorbar=False, vmin=1e-10, imagecrop=1.5)\n",
    "\n",
    "# hex_aper.display(ax=axes[2], colorbar=False, interpolation='bicubic')\n",
    "axes[2].imshow(hex_interm[0].amplitude, interpolation='catrom', origin='lower', cmap='gray')\n",
    "poppy.display_psf(hex_aper_psf, ax=axes[3], colorbar=False, vmin=1e-9, imagecrop=0.8)\n",
    "\n",
    "intermediates[1].display(what='phase', ax=axes[4])\n",
    "poppy.display_psf(hst_psf, ax=axes[5], vmin=1e-9, title='', colorbar=False, imagecrop=3)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_title('')\n",
    "    ax.set_ylabel('')\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "\n",
    "plt.savefig('./readme_fig.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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